apoorvumang · HN

TokenPath – token-level citations for LLM output, read from attention

@chatmouthai · X

u/Lise_vine23 · Reddit

I made a free, accuracy based alternative to Perplexity Hey everyone! I’m excited to share an early beta of Ping — a free, accuracy based alternative to Perplexity, Google AI mode, and ChatGPT search Here’s what makes Ping different: Accuracy : To me the problem was the AI search was too inaccurate sometimes I always found myself checking the sources and seeing something completely different, Ai search engines today summarize links. Perplexity states: "When you ask Perplexity a ques

u/Puzzleheaded-Log-27 · Reddit

Building a multi-model AI deliberation tool taught me something about trust LLM Counsel isn't another wrapper around one model - it sends your question to a panel of frontier LLMs, has them peer-review each other anonymously, and an impartial "chairman" model returns one synthesized answer. Free to start, pay-as-you-go after, credits don't expire. What I've learned so far: people trust a synthesized answer a lot more once they can see that the models actually disagreed and how that disagree

@Wagner__kent · X

Good day Gainframe, built CompetitorSearch — describe your competitors, get a live web-searched side-by-side breakdown + full dossier on each. Selling it outright (Mistral+Tavily+Vercel, 156 visits/19 searches/10 users). Happy to walk you through it.

@clawncore · X

@InterviewChip · X